ydata-profiling Report

Dataset statistics

Number of variables	15
Number of observations	104995
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.0 MiB
Average record size in memory	120.0 B

Variable types

Numeric	13
Categorical	2

Alerts

`C` is highly overall correlated with `DI` and 6 other fields	High correlation
`DI` is highly overall correlated with `C` and 4 other fields	High correlation
`DO` is highly overall correlated with `C` and 4 other fields	High correlation
`L` is highly overall correlated with `C` and 4 other fields	High correlation
`LD` is highly overall correlated with `L` and 1 other fields	High correlation
`L_CYL` is highly overall correlated with `C` and 4 other fields	High correlation
`MC` is highly overall correlated with `PR_NCC`	High correlation
`PO` is highly overall correlated with `PR_NCC`	High correlation
`PR_NCC` is highly overall correlated with `MC` and 1 other fields	High correlation
`SA` is highly overall correlated with `C` and 6 other fields	High correlation
`SA_CYL` is highly overall correlated with `C` and 6 other fields	High correlation
`SA_D` is highly overall correlated with `C` and 4 other fields	High correlation
`TL` is uniformly distributed	Uniform

Reproduction

Analysis started	2024-11-08 04:49:24.284707
Analysis finished	2024-11-08 04:50:29.445763
Duration	1 minute and 5.16 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

C
Real number (ℝ)

High correlation

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96.004524

Minimum	1
Maximum	191
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	51
median	101
Q3	151
95-th percentile	184
Maximum	191
Range	190
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	57.660734
Coefficient of variation (CV)	0.60060434
Kurtosis	-1.2059878
Mean	96.004524
Median Absolute Deviation (MAD)	50
Skewness	-2.2400002 × 10^-5
Sum	10079995
Variance	3324.7602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
101	5250	5.0%
11	5250	5.0%
181	5250	5.0%
171	5250	5.0%
161	5250	5.0%
151	5250	5.0%
141	5250	5.0%
131	5250	5.0%
121	5250	5.0%
111	5250	5.0%
Other values (10)	52495	50.0%

Value	Count	Frequency (%)
1	5245	5.0%
11	5250	5.0%
21	5250	5.0%
31	5250	5.0%
41	5250	5.0%
51	5250	5.0%
61	5250	5.0%
71	5250	5.0%
81	5250	5.0%
91	5250	5.0%

Value	Count	Frequency (%)
191	5250	5.0%
181	5250	5.0%
171	5250	5.0%
161	5250	5.0%
151	5250	5.0%
141	5250	5.0%
131	5250	5.0%
121	5250	5.0%
111	5250	5.0%
101	5250	5.0%

LD
Real number (ℝ)

High correlation

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0000952

Minimum	2
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	2
5-th percentile	2.2
Q1	3
median	4
Q3	5
95-th percentile	5.8
Maximum	6
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2110161
Coefficient of variation (CV)	0.30274682
Kurtosis	-1.2054283
Mean	4.0000952
Median Absolute Deviation (MAD)	1
Skewness	-2.143191 × 10^-5
Sum	419990
Variance	1.46656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
4	5000	4.8%
4.2	5000	4.8%
5.8	5000	4.8%
5.6	5000	4.8%
5.4	5000	4.8%
5.2	5000	4.8%
5	5000	4.8%
4.8	5000	4.8%
4.6	5000	4.8%
4.4	5000	4.8%
Other values (11)	54995	52.4%

Value	Count	Frequency (%)
2	4995	4.8%
2.2	5000	4.8%
2.4	5000	4.8%
2.6	5000	4.8%
2.8	5000	4.8%
3	5000	4.8%
3.2	5000	4.8%
3.4	5000	4.8%
3.6	5000	4.8%
3.8	5000	4.8%

Value	Count	Frequency (%)
6	5000	4.8%
5.8	5000	4.8%
5.6	5000	4.8%
5.4	5000	4.8%
5.2	5000	4.8%
5	5000	4.8%
4.8	5000	4.8%
4.6	5000	4.8%
4.4	5000	4.8%
4.2	5000	4.8%

DI
Real number (ℝ)

High correlation

Distinct	418
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	309.25095

Minimum	60.7892
Maximum	526.3191
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	60.7892
5-th percentile	135.1941
Q1	251.8473
median	322.0753
Q3	374.242
95-th percentile	454.93954
Maximum	526.3191
Range	465.5299
Interquartile range (IQR)	122.3947

Descriptive statistics

Standard deviation	97.332247
Coefficient of variation (CV)	0.31473548
Kurtosis	0.085373933
Mean	309.25095
Median Absolute Deviation (MAD)	59.2269
Skewness	-0.51427491
Sum	32469804
Variance	9473.5663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
356.9308	750	0.7%
273.4265	250	0.2%
347.6072	250	0.2%
339.3535	250	0.2%
344.8261	250	0.2%
350.6698	250	0.2%
363.6644	250	0.2%
370.9367	250	0.2%
378.828	250	0.2%
387.4367	250	0.2%
Other values (408)	101995	97.1%

Value	Count	Frequency (%)
60.7892	250	0.2%
61.5215	250	0.2%
62.2904	250	0.2%
63.0993	250	0.2%
63.9519	250	0.2%
64.8525	250	0.2%
65.806	250	0.2%
66.8183	250	0.2%
67.8958	250	0.2%
69.0464	250	0.2%

Value	Count	Frequency (%)
526.3191	250	0.2%
516.9687	250	0.2%
507.2671	250	0.2%
506.8221	250	0.2%
497.818	250	0.2%
497.1796	250	0.2%
489.9266	250	0.2%
488.4759	250	0.2%
486.6653	250	0.2%
481.2226	250	0.2%

L
Real number (ℝ)

High correlation

Distinct	420
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1191.9876

Minimum	182.7825
Maximum	2100.4989
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	182.7825
5-th percentile	406.5047
Q1	918.3571
median	1195.837
Q3	1509.374
95-th percentile	1860.4935
Maximum	2100.4989
Range	1917.7164
Interquartile range (IQR)	591.0169

Descriptive statistics

Standard deviation	420.73911
Coefficient of variation (CV)	0.35297274
Kurtosis	-0.41972197
Mean	1191.9876
Median Absolute Deviation (MAD)	290.5554
Skewness	-0.1929808
Sum	1.2515273 × 10⁸
Variance	177021.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
851.22	250	0.2%
1434.3406	250	0.2%
1604.2202	250	0.2%
1561.0261	250	0.2%
1517.2349	250	0.2%
1472.813	250	0.2%
1427.7232	250	0.2%
1381.9247	250	0.2%
1335.3721	250	0.2%
1288.015	250	0.2%
Other values (410)	102495	97.6%

Value	Count	Frequency (%)
182.7825	245	0.2%
193.6127	250	0.2%
204.1727	250	0.2%
214.4844	250	0.2%
224.5672	250	0.2%
234.4387	250	0.2%
244.1145	250	0.2%
253.6085	250	0.2%
262.9331	250	0.2%
272.0992	250	0.2%

Value	Count	Frequency (%)
2100.4989	250	0.2%
2063.182	250	0.2%
2054.9424	250	0.2%
2024.4639	250	0.2%
2018.4348	250	0.2%
2008.8797	250	0.2%
1984.2054	250	0.2%
1980.5565	250	0.2%
1973.1904	250	0.2%
1962.2879	250	0.2%

L_CYL
Real number (ℝ)

High correlation

Distinct	420
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	882.7366

Minimum	91.3913
Maximum	1750.4158
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	91.3913
5-th percentile	277.6369
Q1	589.0828
median	867.4878
Q3	1170.2542
95-th percentile	1529.179
Maximum	1750.4158
Range	1659.0245
Interquartile range (IQR)	581.1714

Descriptive statistics

Standard deviation	380.29494
Coefficient of variation (CV)	0.43081361
Kurtosis	-0.78694435
Mean	882.7366
Median Absolute Deviation (MAD)	288.7778
Skewness	0.12471202
Sum	92682929
Variance	144624.24
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
425.61	250	0.2%
1092.831	250	0.2%
1270.0077	250	0.2%
1221.6726	250	0.2%
1172.4088	250	0.2%
1122.1432	250	0.2%
1070.7924	250	0.2%
1018.2603	250	0.2%
964.4354	250	0.2%
909.1871	250	0.2%
Other values (410)	102495	97.6%

Value	Count	Frequency (%)
91.3913	245	0.2%
105.6069	250	0.2%
119.1008	250	0.2%
131.9904	250	0.2%
144.3646	250	0.2%
156.2925	250	0.2%
167.8287	250	0.2%
179.0178	250	0.2%
189.8961	250	0.2%
200.4942	250	0.2%

Value	Count	Frequency (%)
1750.4158	250	0.2%
1719.3183	250	0.2%
1700.642	250	0.2%
1687.0533	250	0.2%
1670.4288	250	0.2%
1653.5045	250	0.2%
1650.1512	250	0.2%
1639.0812	250	0.2%
1620.835	250	0.2%
1618.5362	250	0.2%

TL
Categorical

Uniform

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	820.4 KiB

3	21000
5	21000
7	21000
9	21000
1	20995

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	104995
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
3	21000	20.0%
5	21000	20.0%
7	21000	20.0%
9	21000	20.0%
1	20995	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	21000	20.0%
5	21000	20.0%
7	21000	20.0%
9	21000	20.0%
1	20995	20.0%

Most occurring characters

Value	Count	Frequency (%)
3	21000	20.0%
5	21000	20.0%
7	21000	20.0%
9	21000	20.0%
1	20995	20.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	104995	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	21000	20.0%
5	21000	20.0%
7	21000	20.0%
9	21000	20.0%
1	20995	20.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	104995	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	21000	20.0%
5	21000	20.0%
7	21000	20.0%
9	21000	20.0%
1	20995	20.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	104995	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	21000	20.0%
5	21000	20.0%
7	21000	20.0%
9	21000	20.0%
1	20995	20.0%

DO
Real number (ℝ)

High correlation

Distinct	2090
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	319.25134

Minimum	62.7892
Maximum	544.3191
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	62.7892
5-th percentile	137.1941
Q1	261.7869
median	331.4823
Q3	384.6215
95-th percentile	466.34081
Maximum	544.3191
Range	481.5299
Interquartile range (IQR)	122.8346

Descriptive statistics

Standard deviation	97.495636
Coefficient of variation (CV)	0.30538834
Kurtosis	0.084723015
Mean	319.25134
Median Absolute Deviation (MAD)	60.0219
Skewness	-0.51164576
Sum	33519794
Variance	9505.3991
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
370.9308	150	0.1%
358.9308	150	0.1%
362.9308	150	0.1%
366.9308	150	0.1%
374.9308	150	0.1%
414.8855	50	< 0.1%
425.3291	50	< 0.1%
398.8855	50	< 0.1%
402.8855	50	< 0.1%
406.8855	50	< 0.1%
Other values (2080)	103995	99.0%

Value	Count	Frequency (%)
62.7892	50	< 0.1%
63.5215	50	< 0.1%
64.2904	50	< 0.1%
65.0993	50	< 0.1%
65.9519	50	< 0.1%
66.7892	50	< 0.1%
66.8525	50	< 0.1%
67.5215	50	< 0.1%
67.806	50	< 0.1%
68.2904	50	< 0.1%

Value	Count	Frequency (%)
544.3191	50	< 0.1%
540.3191	50	< 0.1%
536.3191	50	< 0.1%
534.9687	50	< 0.1%
532.3191	50	< 0.1%
530.9687	50	< 0.1%
528.3191	50	< 0.1%
526.9687	50	< 0.1%
525.2671	50	< 0.1%
524.8221	50	< 0.1%

SA_D
Real number (ℝ)

High correlation

Distinct	2090
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	350057.38

Minimum	12385.696
Maximum	930801.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	12385.696
5-th percentile	59131.729
Q1	215300.81
median	345199.92
Q3	464747.53
95-th percentile	683214.14
Maximum	930801.45
Range	918415.75
Interquartile range (IQR)	249446.72

Descriptive statistics

Standard deviation	184742.6
Coefficient of variation (CV)	0.52774947
Kurtosis	-0.18753062
Mean	350057.38
Median Absolute Deviation (MAD)	124506.26
Skewness	0.3379054
Sum	3.6754274 × 10¹⁰
Variance	3.4129827 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
432250.6671	150	0.1%
404735.5328	150	0.1%
413806.7133	150	0.1%
422978.4247	150	0.1%
441623.4405	150	0.1%
540762.1886	50	< 0.1%
568329.2817	50	< 0.1%
499857.6	50	< 0.1%
509932.9507	50	< 0.1%
520108.8324	50	< 0.1%
Other values (2080)	103995	99.0%

Value	Count	Frequency (%)
12385.6959	50	< 0.1%
12676.2829	50	< 0.1%
12985.0244	50	< 0.1%
13313.8125	50	< 0.1%
13664.8219	50	< 0.1%
14014.0273	50	< 0.1%
14040.5655	50	< 0.1%
14323.0188	50	< 0.1%
14443.9651	50	< 0.1%
14651.0851	50	< 0.1%

Value	Count	Frequency (%)
930801.4495	50	< 0.1%
917171.4834	50	< 0.1%
903642.0483	50	< 0.1%
899097.0105	50	< 0.1%
890213.1441	50	< 0.1%
885702.0471	50	< 0.1%
876884.7709	50	< 0.1%
872407.6146	50	< 0.1%
866782.8962	50	< 0.1%
865314.7175	50	< 0.1%

SA_CYL
Real number (ℝ)

High correlation

Distinct	2100
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	921354.42

Minimum	26813.952
Maximum	2024123.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	26813.952
5-th percentile	131061.04
Q1	561280.55
median	912294.11
Q3	1278235
95-th percentile	1709464.8
Maximum	2024123.6
Range	1997309.7
Interquartile range (IQR)	716954.49

Descriptive statistics

Standard deviation	472868.96
Coefficient of variation (CV)	0.51323243
Kurtosis	-0.79020115
Mean	921354.42
Median Absolute Deviation (MAD)	356121.05
Skewness	0.054723019
Sum	9.6737607 × 10¹⁰
Variance	2.2360506 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
571754.4231	50	< 0.1%
1182541.237	50	< 0.1%
1178424.926	50	< 0.1%
1166305.473	50	< 0.1%
1154186.021	50	< 0.1%
1142066.568	50	< 0.1%
1129947.116	50	< 0.1%
1133457.898	50	< 0.1%
1122032.716	50	< 0.1%
1110607.534	50	< 0.1%
Other values (2090)	104495	99.5%

Value	Count	Frequency (%)
26813.9517	45	< 0.1%
27962.4083	50	< 0.1%
29110.8648	50	< 0.1%
29861.5598	50	< 0.1%
30259.3213	50	< 0.1%
31188.6554	50	< 0.1%
31407.7778	50	< 0.1%
32515.7509	50	< 0.1%
32579.3822	50	< 0.1%
33842.8465	50	< 0.1%

Value	Count	Frequency (%)
2024123.631	50	< 0.1%
2002127.257	50	< 0.1%
1989098.498	50	< 0.1%
1980130.884	50	< 0.1%
1967727.6	50	< 0.1%
1958134.511	50	< 0.1%
1954569.578	50	< 0.1%
1952999.405	50	< 0.1%
1946356.703	50	< 0.1%
1936138.137	50	< 0.1%

SA
Real number (ℝ)

High correlation

Distinct	2100
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1271411.8

Minimum	54214.698
Maximum	2449763
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	54214.698
5-th percentile	263411.72
Q1	827744.43
median	1333013.6
Q3	1752345.4
95-th percentile	2147834.4
Maximum	2449763
Range	2395548.3
Interquartile range (IQR)	924600.99

Descriptive statistics

Standard deviation	593360
Coefficient of variation (CV)	0.4666938
Kurtosis	-0.83849761
Mean	1271411.8
Median Absolute Deviation (MAD)	456189.71
Skewness	-0.28083735
Sum	1.3349188 × 10¹¹
Variance	3.5207609 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1146195.599	50	< 0.1%
1611845.402	50	< 0.1%
1653659.133	50	< 0.1%
1631814.901	50	< 0.1%
1610071.2	50	< 0.1%
1588428.03	50	< 0.1%
1566885.391	50	< 0.1%
1628172.115	50	< 0.1%
1606823.824	50	< 0.1%
1585576.064	50	< 0.1%
Other values (2090)	104495	99.5%

Value	Count	Frequency (%)
54214.6981	45	< 0.1%
55311.7158	50	< 0.1%
56397.4588	50	< 0.1%
57464.8579	50	< 0.1%
57760.5986	50	< 0.1%
58510.306	50	< 0.1%
58951.1683	50	< 0.1%
59532.1608	50	< 0.1%
60132.7462	50	< 0.1%
60529.9172	50	< 0.1%

Value	Count	Frequency (%)
2449762.969	50	< 0.1%
2424547.111	50	< 0.1%
2418565.922	50	< 0.1%
2398867.99	50	< 0.1%
2393869.549	50	< 0.1%
2387469.407	50	< 0.1%
2372704.639	50	< 0.1%
2368713.623	50	< 0.1%
2365946.402	50	< 0.1%
2363292.518	50	< 0.1%

PO
Real number (ℝ)

High correlation

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	451.02143

Minimum	1
Maximum	901
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	201
median	501
Q3	701
95-th percentile	901
Maximum	901
Range	900
Interquartile range (IQR)	500

Descriptive statistics

Standard deviation	287.21955
Coefficient of variation (CV)	0.63682019
Kurtosis	-1.2241999
Mean	451.02143
Median Absolute Deviation (MAD)	200
Skewness	-4.068472 × 10^-5
Sum	47354995
Variance	82495.071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
101	10500	10.0%
201	10500	10.0%
301	10500	10.0%
401	10500	10.0%
501	10500	10.0%
601	10500	10.0%
701	10500	10.0%
801	10500	10.0%
901	10500	10.0%
1	10495	10.0%

Value	Count	Frequency (%)
1	10495	10.0%
101	10500	10.0%
201	10500	10.0%
301	10500	10.0%
401	10500	10.0%
501	10500	10.0%
601	10500	10.0%
701	10500	10.0%
801	10500	10.0%
901	10500	10.0%

Value	Count	Frequency (%)
901	10500	10.0%
801	10500	10.0%
701	10500	10.0%
601	10500	10.0%
501	10500	10.0%
401	10500	10.0%
301	10500	10.0%
201	10500	10.0%
101	10500	10.0%
1	10495	10.0%

M_NAME
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	820.4 KiB

B5500	41998
K-X09086	20999
FLX40HP	20999
HD614	20999

Length

Max length	8
Median length	5
Mean length	6
Min length	5

Characters and Unicode

Total characters	629970
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	K-X09086
2nd row	K-X09086
3rd row	K-X09086
4th row	K-X09086
5th row	K-X09086

Common Values

Value	Count	Frequency (%)
B5500	41998	40.0%
K-X09086	20999	20.0%
FLX40HP	20999	20.0%
HD614	20999	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
b5500	41998	40.0%
k-x09086	20999	20.0%
flx40hp	20999	20.0%
hd614	20999	20.0%

Most occurring characters

Value	Count	Frequency (%)
0	146993	23.3%
5	83996	13.3%
B	41998	6.7%
X	41998	6.7%
6	41998	6.7%
4	41998	6.7%
H	41998	6.7%
K	20999	3.3%
-	20999	3.3%
9	20999	3.3%
Other values (6)	125994	20.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	629970	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	146993	23.3%
5	83996	13.3%
B	41998	6.7%
X	41998	6.7%
6	41998	6.7%
4	41998	6.7%
H	41998	6.7%
K	20999	3.3%
-	20999	3.3%
9	20999	3.3%
Other values (6)	125994	20.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	629970	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	146993	23.3%
5	83996	13.3%
B	41998	6.7%
X	41998	6.7%
6	41998	6.7%
4	41998	6.7%
H	41998	6.7%
K	20999	3.3%
-	20999	3.3%
9	20999	3.3%
Other values (6)	125994	20.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	629970	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	146993	23.3%
5	83996	13.3%
B	41998	6.7%
X	41998	6.7%
6	41998	6.7%
4	41998	6.7%
H	41998	6.7%
K	20999	3.3%
-	20999	3.3%
9	20999	3.3%
Other values (6)	125994	20.0%

PER_FIT
Real number (ℝ)

Distinct	219
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4118554 × 10^-15

Minimum	1.16 × 10^-17
Maximum	7.26 × 10^-14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	1.16 × 10^-17
5-th percentile	2.11 × 10^-17
Q1	1.11 × 10^-16
median	3.46 × 10^-16
Q3	9.63 × 10^-16
95-th percentile	2.42 × 10^-14
Maximum	7.26 × 10^-14
Range	7.25884 × 10^-14
Interquartile range (IQR)	8.52 × 10^-16

Descriptive statistics

Standard deviation	1.0966733 × 10^-14
Coefficient of variation (CV)	3.2143019
Kurtosis	0
Mean	3.4118554 × 10^-15
Median Absolute Deviation (MAD)	2.827 × 10^-16
Skewness	0
Sum	3.5822776 × 10^-10
Variance	1.2026924 × 10^-28
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.14 × 10^-16	1260	1.2%
1.07 × 10^-16	1260	1.2%
1.04 × 10^-15	1260	1.2%
1.33 × 10^-16	1260	1.2%
1.23 × 10^-16	1260	1.2%
8.11 × 10^-17	840	0.8%
1.11 × 10^-16	840	0.8%
1.71 × 10^-16	840	0.8%
1.72 × 10^-16	840	0.8%
3.63 × 10^-16	840	0.8%
Other values (209)	94495	90.0%

Value	Count	Frequency (%)
1.16 × 10^-17	420	0.4%
1.21 × 10^-17	420	0.4%
1.27 × 10^-17	420	0.4%
1.34 × 10^-17	420	0.4%
1.46 × 10^-17	420	0.4%
1.54 × 10^-17	420	0.4%
1.59 × 10^-17	420	0.4%
1.62 × 10^-17	420	0.4%
1.67 × 10^-17	420	0.4%
1.77 × 10^-17	420	0.4%

Value	Count	Frequency (%)
7.26 × 10^-14	420	0.4%
6.67 × 10^-14	420	0.4%
6.41 × 10^-14	420	0.4%
5.65 × 10^-14	420	0.4%
5.19 × 10^-14	420	0.4%
4.99 × 10^-14	420	0.4%
4.03 × 10^-14	420	0.4%
3.74 × 10^-14	420	0.4%
3.71 × 10^-14	420	0.4%
3.56 × 10^-14	420	0.4%

PR_NCC
Real number (ℝ)

High correlation

Distinct	78785
Distinct (%)	75.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5748646

Minimum	0.24823
Maximum	99.6453
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	0.24823
5-th percentile	0.498604
Q1	0.962935
median	2.8514
Q3	7.85695
95-th percentile	16.50155
Maximum	99.6453
Range	99.39707
Interquartile range (IQR)	6.894015

Descriptive statistics

Standard deviation	7.7407705
Coefficient of variation (CV)	1.3885127
Kurtosis	26.152723
Mean	5.5748646
Median Absolute Deviation (MAD)	2.18521
Skewness	4.1731596
Sum	585332.91
Variance	59.919528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0146	11	< 0.1%
1.0131	11	< 0.1%
1.0388	10	< 0.1%
1.1589	10	< 0.1%
1.0278	9	< 0.1%
1.0553	9	< 0.1%
1.044	9	< 0.1%
1.0225	9	< 0.1%
1.1273	9	< 0.1%
1.0058	9	< 0.1%
Other values (78775)	104899	99.9%

Value	Count	Frequency (%)
0.24823	1	< 0.1%
0.25106	1	< 0.1%
0.25274	1	< 0.1%
0.2532	1	< 0.1%
0.2539	1	< 0.1%
0.25567	1	< 0.1%
0.25611	1	< 0.1%
0.25675	1	< 0.1%
0.25761	1	< 0.1%
0.25781	1	< 0.1%

Value	Count	Frequency (%)
99.6453	1	< 0.1%
98.4928	1	< 0.1%
97.3231	1	< 0.1%
96.1354	1	< 0.1%
94.9291	1	< 0.1%
93.7034	1	< 0.1%
93.5979	1	< 0.1%
92.5403	1	< 0.1%
92.4575	1	< 0.1%
91.4661	1	< 0.1%

MC
Real number (ℝ)

High correlation

Distinct	8400
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5900.2422

Minimum	6.4174
Maximum	42747.402
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	820.4 KiB

Quantile statistics

Minimum	6.4174
5-th percentile	143.4232
Q1	832.6946
median	2336.7172
Q3	8991.3729
95-th percentile	21675.011
Maximum	42747.402
Range	42740.985
Interquartile range (IQR)	8158.6783

Descriptive statistics

Standard deviation	7309.3989
Coefficient of variation (CV)	1.2388303
Kurtosis	2.6474224
Mean	5900.2422
Median Absolute Deviation (MAD)	2035.8616
Skewness	1.7023175
Sum	6.1949593 × 10⁸
Variance	53427312
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3607.9704	20	< 0.1%
1112.3421	20	< 0.1%
158.8149	20	< 0.1%
480.2439	20	< 0.1%
806.7464	20	< 0.1%
1138.3323	20	< 0.1%
1475.0111	20	< 0.1%
162.2503	20	< 0.1%
490.6813	20	< 0.1%
824.361	20	< 0.1%
Other values (8390)	104795	99.8%

Value	Count	Frequency (%)
6.4174	18	< 0.1%
6.9041	20	< 0.1%
7.3429	20	< 0.1%
7.7432	20	< 0.1%
8.1121	20	< 0.1%
8.4547	20	< 0.1%
8.7751	20	< 0.1%
9.0763	20	< 0.1%
9.3609	20	< 0.1%
9.6309	20	< 0.1%

Value	Count	Frequency (%)
42747.4022	10	< 0.1%
42104.4147	10	< 0.1%
41442.8121	10	< 0.1%
41261.638	10	< 0.1%
40761.2006	10	< 0.1%
40640.8096	10	< 0.1%
40058.0149	10	< 0.1%
40002.0155	10	< 0.1%
39747.8643	10	< 0.1%
39343.9105	10	< 0.1%

	C	DI	DO	L	LD	L_CYL	MC	M_NAME	PER_FIT	PO	PR_NCC	SA	SA_CYL	SA_D	TL
C	1.000	0.877	0.875	0.758	-0.000	0.614	0.401	0.000	0.000	-0.000	-0.297	0.973	0.884	0.875	0.000
DI	0.877	1.000	0.998	0.408	-0.421	0.225	0.319	0.000	0.000	-0.000	-0.310	0.764	0.594	0.998	0.000
DO	0.875	0.998	1.000	0.407	-0.419	0.224	0.348	0.000	0.030	-0.000	-0.308	0.765	0.594	1.000	0.038
L	0.758	0.408	0.407	1.000	0.585	0.977	0.408	0.000	0.000	-0.000	-0.201	0.877	0.969	0.407	0.000
LD	-0.000	-0.421	-0.419	0.585	1.000	0.721	0.114	0.000	0.000	-0.000	0.079	0.194	0.402	-0.419	0.000
L_CYL	0.614	0.225	0.224	0.977	0.721	1.000	0.376	0.000	0.000	-0.000	-0.154	0.764	0.901	0.224	0.000
MC	0.401	0.319	0.348	0.408	0.114	0.376	1.000	0.405	-0.121	-0.000	-0.556	0.442	0.439	0.348	0.294
M_NAME	0.000	0.000	0.000	0.000	0.000	0.000	0.405	1.000	0.124	0.000	0.209	0.000	0.000	0.000	0.000
PER_FIT	0.000	0.000	0.030	0.000	0.000	0.000	-0.121	0.124	1.000	-0.408	0.240	0.023	0.015	0.030	0.219
PO	-0.000	-0.000	-0.000	-0.000	-0.000	-0.000	-0.000	0.000	-0.408	1.000	0.520	-0.000	-0.000	-0.000	0.000
PR_NCC	-0.297	-0.310	-0.308	-0.201	0.079	-0.154	-0.556	0.209	0.240	0.520	1.000	-0.276	-0.242	-0.308	0.016
SA	0.973	0.764	0.765	0.877	0.194	0.764	0.442	0.000	0.023	-0.000	-0.276	1.000	0.964	0.765	0.036
SA_CYL	0.884	0.594	0.594	0.969	0.402	0.901	0.439	0.000	0.015	-0.000	-0.242	0.964	1.000	0.594	0.023
SA_D	0.875	0.998	1.000	0.407	-0.419	0.224	0.348	0.000	0.030	-0.000	-0.308	0.765	0.594	1.000	0.033
TL	0.000	0.000	0.038	0.000	0.000	0.000	0.294	0.000	0.219	0.000	0.016	0.036	0.023	0.033	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	C	LD	DI	L	L_CYL	TL	DO	SA_D	SA_CYL	SA	PO	M_NAME	PER_FIT	PR_NCC	MC
0	1	2.0	91.3913	182.7825	91.3913	1	93.3913	27400.7464	26813.9517	54214.6981	101	K-X09086	5.180000e-17	2.2876	76.0334
1	1	2.0	91.3913	182.7825	91.3913	1	93.3913	27400.7464	26813.9517	54214.6981	201	K-X09086	3.140000e-17	2.7576	76.0334
2	1	2.0	91.3913	182.7825	91.3913	1	93.3913	27400.7464	26813.9517	54214.6981	301	K-X09086	2.450000e-17	3.2276	76.0334
3	1	2.0	91.3913	182.7825	91.3913	1	93.3913	27400.7464	26813.9517	54214.6981	401	K-X09086	2.110000e-17	3.6976	76.0334
4	1	2.0	91.3913	182.7825	91.3913	1	93.3913	27400.7464	26813.9517	54214.6981	501	K-X09086	1.900000e-17	4.1677	76.0334
5	1	2.0	91.3913	182.7825	91.3913	1	93.3913	27400.7464	26813.9517	54214.6981	601	K-X09086	1.770000e-17	4.6377	76.0334
6	1	2.0	91.3913	182.7825	91.3913	1	93.3913	27400.7464	26813.9517	54214.6981	701	K-X09086	1.670000e-17	5.1077	76.0334
7	1	2.0	91.3913	182.7825	91.3913	1	93.3913	27400.7464	26813.9517	54214.6981	801	K-X09086	1.590000e-17	5.5777	76.0334
8	1	2.0	91.3913	182.7825	91.3913	1	93.3913	27400.7464	26813.9517	54214.6981	901	K-X09086	1.540000e-17	6.0477	76.0334
9	1	2.0	91.3913	182.7825	91.3913	3	97.3913	29798.1904	27962.4083	57760.5986	1	K-X09086	1.250000e-14	1.9364	234.0699

	C	LD	DI	L	L_CYL	TL	DO	SA_D	SA_CYL	SA	PO	M_NAME	PER_FIT	PR_NCC	MC
104985	191	6.0	350.0832	2100.4989	1750.4158	9	368.0832	425639.3382	2024123.631	2449762.969	1	B5500	6.410000e-14	0.73711	3607.9704
104986	191	6.0	350.0832	2100.4989	1750.4158	9	368.0832	425639.3382	2024123.631	2449762.969	101	B5500	1.510000e-15	1.74820	3607.9704
104987	191	6.0	350.0832	2100.4989	1750.4158	9	368.0832	425639.3382	2024123.631	2449762.969	201	B5500	1.190000e-15	2.75930	3607.9704
104988	191	6.0	350.0832	2100.4989	1750.4158	9	368.0832	425639.3382	2024123.631	2449762.969	301	B5500	1.090000e-15	3.77050	3607.9704
104989	191	6.0	350.0832	2100.4989	1750.4158	9	368.0832	425639.3382	2024123.631	2449762.969	401	B5500	1.040000e-15	4.78160	3607.9704
104990	191	6.0	350.0832	2100.4989	1750.4158	9	368.0832	425639.3382	2024123.631	2449762.969	501	B5500	1.010000e-15	5.79270	3607.9704
104991	191	6.0	350.0832	2100.4989	1750.4158	9	368.0832	425639.3382	2024123.631	2449762.969	601	B5500	9.850000e-16	6.80380	3607.9704
104992	191	6.0	350.0832	2100.4989	1750.4158	9	368.0832	425639.3382	2024123.631	2449762.969	701	B5500	9.700000e-16	7.81490	3607.9704
104993	191	6.0	350.0832	2100.4989	1750.4158	9	368.0832	425639.3382	2024123.631	2449762.969	801	B5500	9.590000e-16	8.82610	3607.9704
104994	191	6.0	350.0832	2100.4989	1750.4158	9	368.0832	425639.3382	2024123.631	2449762.969	901	B5500	9.500000e-16	9.83720	3607.9704

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample